Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 29965 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.7 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 22 |
|---|---|
| Categorical | 3 |
PAY_0 is highly correlated with PAY_2 and 2 other fields | High correlation |
PAY_2 is highly correlated with PAY_0 and 7 other fields | High correlation |
PAY_3 is highly correlated with PAY_0 and 9 other fields | High correlation |
PAY_4 is highly correlated with PAY_0 and 10 other fields | High correlation |
PAY_5 is highly correlated with PAY_2 and 8 other fields | High correlation |
PAY_6 is highly correlated with PAY_2 and 8 other fields | High correlation |
BILL_AMT1 is highly correlated with PAY_2 and 8 other fields | High correlation |
BILL_AMT2 is highly correlated with PAY_2 and 10 other fields | High correlation |
BILL_AMT3 is highly correlated with PAY_2 and 11 other fields | High correlation |
BILL_AMT4 is highly correlated with PAY_3 and 13 other fields | High correlation |
BILL_AMT5 is highly correlated with PAY_3 and 13 other fields | High correlation |
BILL_AMT6 is highly correlated with PAY_4 and 11 other fields | High correlation |
PAY_AMT1 is highly correlated with BILL_AMT1 and 5 other fields | High correlation |
PAY_AMT2 is highly correlated with BILL_AMT3 and 5 other fields | High correlation |
PAY_AMT3 is highly correlated with BILL_AMT4 and 7 other fields | High correlation |
PAY_AMT4 is highly correlated with BILL_AMT4 and 6 other fields | High correlation |
PAY_AMT5 is highly correlated with BILL_AMT4 and 5 other fields | High correlation |
PAY_AMT6 is highly correlated with BILL_AMT5 and 4 other fields | High correlation |
PAY_0 is highly correlated with PAY_2 and 3 other fields | High correlation |
PAY_2 is highly correlated with PAY_0 and 4 other fields | High correlation |
PAY_3 is highly correlated with PAY_0 and 4 other fields | High correlation |
PAY_4 is highly correlated with PAY_0 and 4 other fields | High correlation |
PAY_5 is highly correlated with PAY_0 and 4 other fields | High correlation |
PAY_6 is highly correlated with PAY_2 and 3 other fields | High correlation |
BILL_AMT1 is highly correlated with BILL_AMT2 and 4 other fields | High correlation |
BILL_AMT2 is highly correlated with BILL_AMT1 and 4 other fields | High correlation |
BILL_AMT3 is highly correlated with BILL_AMT1 and 4 other fields | High correlation |
BILL_AMT4 is highly correlated with BILL_AMT1 and 4 other fields | High correlation |
BILL_AMT5 is highly correlated with BILL_AMT1 and 4 other fields | High correlation |
BILL_AMT6 is highly correlated with BILL_AMT1 and 4 other fields | High correlation |
PAY_0 is highly correlated with PAY_2 and 1 other fields | High correlation |
PAY_2 is highly correlated with PAY_0 and 4 other fields | High correlation |
PAY_3 is highly correlated with PAY_0 and 4 other fields | High correlation |
PAY_4 is highly correlated with PAY_2 and 3 other fields | High correlation |
PAY_5 is highly correlated with PAY_2 and 4 other fields | High correlation |
PAY_6 is highly correlated with PAY_2 and 5 other fields | High correlation |
BILL_AMT1 is highly correlated with BILL_AMT2 and 4 other fields | High correlation |
BILL_AMT2 is highly correlated with BILL_AMT1 and 5 other fields | High correlation |
BILL_AMT3 is highly correlated with BILL_AMT1 and 5 other fields | High correlation |
BILL_AMT4 is highly correlated with PAY_5 and 5 other fields | High correlation |
BILL_AMT5 is highly correlated with PAY_6 and 6 other fields | High correlation |
BILL_AMT6 is highly correlated with PAY_6 and 6 other fields | High correlation |
PAY_AMT1 is highly correlated with BILL_AMT2 | High correlation |
PAY_AMT2 is highly correlated with BILL_AMT3 | High correlation |
PAY_AMT4 is highly correlated with BILL_AMT5 | High correlation |
PAY_AMT5 is highly correlated with BILL_AMT6 | High correlation |
LIMIT_BAL is highly correlated with BILL_AMT1 and 5 other fields | High correlation |
PAY_0 is highly correlated with PAY_2 and 5 other fields | High correlation |
PAY_2 is highly correlated with PAY_0 and 4 other fields | High correlation |
PAY_3 is highly correlated with PAY_0 and 4 other fields | High correlation |
PAY_4 is highly correlated with PAY_0 and 4 other fields | High correlation |
PAY_5 is highly correlated with PAY_0 and 5 other fields | High correlation |
PAY_6 is highly correlated with PAY_0 and 5 other fields | High correlation |
BILL_AMT1 is highly correlated with LIMIT_BAL and 6 other fields | High correlation |
BILL_AMT2 is highly correlated with LIMIT_BAL and 6 other fields | High correlation |
BILL_AMT3 is highly correlated with BILL_AMT1 and 6 other fields | High correlation |
BILL_AMT4 is highly correlated with LIMIT_BAL and 6 other fields | High correlation |
BILL_AMT5 is highly correlated with LIMIT_BAL and 8 other fields | High correlation |
BILL_AMT6 is highly correlated with LIMIT_BAL and 6 other fields | High correlation |
PAY_AMT1 is highly correlated with PAY_AMT2 and 2 other fields | High correlation |
PAY_AMT2 is highly correlated with BILL_AMT3 and 3 other fields | High correlation |
PAY_AMT3 is highly correlated with LIMIT_BAL and 8 other fields | High correlation |
PAY_AMT4 is highly correlated with PAY_AMT1 and 1 other fields | High correlation |
PAY_AMT5 is highly correlated with BILL_AMT3 and 1 other fields | High correlation |
default.payment.next.month is highly correlated with PAY_0 | High correlation |
PAY_AMT2 is highly skewed (γ1 = 30.43861292) | Skewed |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
PAY_0 has 14737 (49.2%) zeros | Zeros |
PAY_2 has 15730 (52.5%) zeros | Zeros |
PAY_3 has 15764 (52.6%) zeros | Zeros |
PAY_4 has 16455 (54.9%) zeros | Zeros |
PAY_5 has 16947 (56.6%) zeros | Zeros |
PAY_6 has 16286 (54.4%) zeros | Zeros |
BILL_AMT1 has 1978 (6.6%) zeros | Zeros |
BILL_AMT2 has 2476 (8.3%) zeros | Zeros |
BILL_AMT3 has 2840 (9.5%) zeros | Zeros |
BILL_AMT4 has 3165 (10.6%) zeros | Zeros |
BILL_AMT5 has 3476 (11.6%) zeros | Zeros |
BILL_AMT6 has 3990 (13.3%) zeros | Zeros |
PAY_AMT1 has 5218 (17.4%) zeros | Zeros |
PAY_AMT2 has 5365 (17.9%) zeros | Zeros |
PAY_AMT3 has 5937 (19.8%) zeros | Zeros |
PAY_AMT4 has 6377 (21.3%) zeros | Zeros |
PAY_AMT5 has 6672 (22.3%) zeros | Zeros |
PAY_AMT6 has 7142 (23.8%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-05 18:25:57.234104 |
|---|---|
| Analysis finished | 2022-04-05 18:27:51.360836 |
| Duration | 1 minute and 54.13 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 29965 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14993.93252 |
| Minimum | 0 |
|---|---|
| Maximum | 29999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1498.2 |
| Q1 | 7496 |
| median | 14991 |
| Q3 | 22493 |
| 95-th percentile | 28495.8 |
| Maximum | 29999 |
| Range | 29999 |
| Interquartile range (IQR) | 14997 |
Descriptive statistics
| Standard deviation | 8659.328323 |
|---|---|
| Coefficient of variation (CV) | 0.5775221618 |
| Kurtosis | -1.199841197 |
| Mean | 14993.93252 |
| Median Absolute Deviation (MAD) | 7499 |
| Skewness | 0.0005462130641 |
| Sum | 449293188 |
| Variance | 74983967.01 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 19990 | 1 | < 0.1% |
| 20002 | 1 | < 0.1% |
| 20001 | 1 | < 0.1% |
| 20000 | 1 | < 0.1% |
| 19999 | 1 | < 0.1% |
| 19998 | 1 | < 0.1% |
| 19997 | 1 | < 0.1% |
| 19996 | 1 | < 0.1% |
| 19995 | 1 | < 0.1% |
| Other values (29955) | 29955 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 29999 | 1 | |
| 29998 | 1 | |
| 29997 | 1 | |
| 29996 | 1 | |
| 29995 | 1 | |
| 29994 | 1 | |
| 29993 | 1 | |
| 29992 | 1 | |
| 29991 | 1 | |
| 29990 | 1 |
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167442.005 |
| Minimum | 10000 |
|---|---|
| Maximum | 1000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 240000 |
| 95-th percentile | 430000 |
| Maximum | 1000000 |
| Range | 990000 |
| Interquartile range (IQR) | 190000 |
Descriptive statistics
| Standard deviation | 129760.1352 |
|---|---|
| Coefficient of variation (CV) | 0.7749556942 |
| Kurtosis | 0.5375871217 |
| Mean | 167442.005 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 0.9934913272 |
| Sum | 5017399680 |
| Variance | 1.683769269 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50000 | 3363 | 11.2% |
| 20000 | 1975 | 6.6% |
| 30000 | 1610 | 5.4% |
| 80000 | 1564 | 5.2% |
| 200000 | 1524 | 5.1% |
| 150000 | 1107 | 3.7% |
| 100000 | 1047 | 3.5% |
| 180000 | 993 | 3.3% |
| 360000 | 874 | 2.9% |
| 60000 | 825 | 2.8% |
| Other values (71) | 15083 |
| Value | Count | Frequency (%) |
| 10000 | 493 | 1.6% |
| 16000 | 2 | < 0.1% |
| 20000 | 1975 | |
| 30000 | 1610 | |
| 40000 | 230 | 0.8% |
| 50000 | 3363 | |
| 60000 | 825 | 2.8% |
| 70000 | 731 | 2.4% |
| 80000 | 1564 | |
| 90000 | 650 | 2.2% |
| Value | Count | Frequency (%) |
| 1000000 | 1 | < 0.1% |
| 800000 | 2 | < 0.1% |
| 780000 | 2 | < 0.1% |
| 760000 | 1 | < 0.1% |
| 750000 | 4 | |
| 740000 | 2 | < 0.1% |
| 730000 | 2 | < 0.1% |
| 720000 | 3 | < 0.1% |
| 710000 | 6 | |
| 700000 | 8 |
SEX
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.2 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 2 | 18091 | |
| 1 | 11874 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
EDUCATION
Real number (ℝ≥0)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.853629234 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7904114716 |
|---|---|
| Coefficient of variation (CV) | 0.4264129293 |
| Kurtosis | 2.079207034 |
| Mean | 1.853629234 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9707092745 |
| Sum | 55544 |
| Variance | 0.6247502944 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 14019 | |
| 1 | 10563 | |
| 3 | 4915 | 16.4% |
| 5 | 280 | 0.9% |
| 4 | 123 | 0.4% |
| 6 | 51 | 0.2% |
| 0 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| 1 | 10563 | |
| 2 | 14019 | |
| 3 | 4915 | 16.4% |
| 4 | 123 | 0.4% |
| 5 | 280 | 0.9% |
| 6 | 51 | 0.2% |
| Value | Count | Frequency (%) |
| 6 | 51 | 0.2% |
| 5 | 280 | 0.9% |
| 4 | 123 | 0.4% |
| 3 | 4915 | 16.4% |
| 2 | 14019 | |
| 1 | 10563 | |
| 0 | 14 | < 0.1% |
MARRIAGE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.2 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 323 |
| 0 | 54 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 2 | 15945 | |
| 1 | 13643 | |
| 3 | 323 | 1.1% |
| 0 | 54 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
AGE
Real number (ℝ≥0)
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.4879693 |
| Minimum | 21 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 79 |
| Range | 58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.219459233 |
|---|---|
| Coefficient of variation (CV) | 0.2597911184 |
| Kurtosis | 0.04398801494 |
| Mean | 35.4879693 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.7320560019 |
| Sum | 1063397 |
| Variance | 84.99842855 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 1602 | 5.3% |
| 27 | 1475 | 4.9% |
| 28 | 1406 | 4.7% |
| 30 | 1394 | 4.7% |
| 26 | 1252 | 4.2% |
| 31 | 1213 | 4.0% |
| 25 | 1185 | 4.0% |
| 34 | 1161 | 3.9% |
| 32 | 1157 | 3.9% |
| 33 | 1146 | 3.8% |
| Other values (46) | 16974 |
| Value | Count | Frequency (%) |
| 21 | 67 | 0.2% |
| 22 | 560 | 1.9% |
| 23 | 930 | |
| 24 | 1126 | |
| 25 | 1185 | |
| 26 | 1252 | |
| 27 | 1475 | |
| 28 | 1406 | |
| 29 | 1602 | |
| 30 | 1394 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 75 | 3 | < 0.1% |
| 74 | 1 | < 0.1% |
| 73 | 4 | < 0.1% |
| 72 | 3 | < 0.1% |
| 71 | 3 | < 0.1% |
| 70 | 10 | |
| 69 | 15 | |
| 68 | 5 | < 0.1% |
| 67 | 16 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01675287836 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 14737 |
| Zeros (%) | 49.2% |
| Negative | 8432 |
| Negative (%) | 28.1% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.123492034 |
|---|---|
| Coefficient of variation (CV) | -67.06262707 |
| Kurtosis | 2.730038381 |
| Mean | -0.01675287836 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7346064765 |
| Sum | -502 |
| Variance | 1.26223435 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14737 | |
| -1 | 5682 | 19.0% |
| 1 | 3667 | 12.2% |
| -2 | 2750 | 9.2% |
| 2 | 2666 | 8.9% |
| 3 | 322 | 1.1% |
| 4 | 76 | 0.3% |
| 5 | 26 | 0.1% |
| 8 | 19 | 0.1% |
| 6 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 2750 | 9.2% |
| -1 | 5682 | 19.0% |
| 0 | 14737 | |
| 1 | 3667 | 12.2% |
| 2 | 2666 | 8.9% |
| 3 | 322 | 1.1% |
| 4 | 76 | 0.3% |
| 5 | 26 | 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 19 | 0.1% |
| 7 | 9 | < 0.1% |
| 6 | 11 | < 0.1% |
| 5 | 26 | 0.1% |
| 4 | 76 | 0.3% |
| 3 | 322 | 1.1% |
| 2 | 2666 | 8.9% |
| 1 | 3667 | 12.2% |
| 0 | 14737 | |
| -1 | 5682 | 19.0% |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1318538295 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 15730 |
| Zeros (%) | 52.5% |
| Negative | 9798 |
| Negative (%) | 32.7% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.196321699 |
|---|---|
| Coefficient of variation (CV) | -9.073090281 |
| Kurtosis | 1.577608705 |
| Mean | -0.1318538295 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.7920704147 |
| Sum | -3951 |
| Variance | 1.431185607 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15730 | |
| -1 | 6046 | 20.2% |
| 2 | 3926 | 13.1% |
| -2 | 3752 | 12.5% |
| 3 | 326 | 1.1% |
| 4 | 99 | 0.3% |
| 1 | 28 | 0.1% |
| 5 | 25 | 0.1% |
| 7 | 20 | 0.1% |
| 6 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3752 | 12.5% |
| -1 | 6046 | 20.2% |
| 0 | 15730 | |
| 1 | 28 | 0.1% |
| 2 | 3926 | 13.1% |
| 3 | 326 | 1.1% |
| 4 | 99 | 0.3% |
| 5 | 25 | 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 20 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 20 | 0.1% |
| 6 | 12 | < 0.1% |
| 5 | 25 | 0.1% |
| 4 | 99 | 0.3% |
| 3 | 326 | 1.1% |
| 2 | 3926 | 13.1% |
| 1 | 28 | 0.1% |
| 0 | 15730 | |
| -1 | 6046 | 20.2% |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1643917904 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 15764 |
| Zeros (%) | 52.6% |
| Negative | 9989 |
| Negative (%) | 33.3% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.195877509 |
|---|---|
| Coefficient of variation (CV) | -7.274557358 |
| Kurtosis | 2.091665951 |
| Mean | -0.1643917904 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.8414639808 |
| Sum | -4926 |
| Variance | 1.430123016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15764 | |
| -1 | 5934 | 19.8% |
| -2 | 4055 | 13.5% |
| 2 | 3819 | 12.7% |
| 3 | 240 | 0.8% |
| 4 | 75 | 0.3% |
| 7 | 27 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 21 | 0.1% |
| 1 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4055 | 13.5% |
| -1 | 5934 | 19.8% |
| 0 | 15764 | |
| 1 | 4 | < 0.1% |
| 2 | 3819 | 12.7% |
| 3 | 240 | 0.8% |
| 4 | 75 | 0.3% |
| 5 | 21 | 0.1% |
| 6 | 23 | 0.1% |
| 7 | 27 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 3 | < 0.1% |
| 7 | 27 | 0.1% |
| 6 | 23 | 0.1% |
| 5 | 21 | 0.1% |
| 4 | 75 | 0.3% |
| 3 | 240 | 0.8% |
| 2 | 3819 | 12.7% |
| 1 | 4 | < 0.1% |
| 0 | 15764 | |
| -1 | 5934 | 19.8% |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2189220758 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16455 |
| Zeros (%) | 54.9% |
| Negative | 10001 |
| Negative (%) | 33.4% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.168175186 |
|---|---|
| Coefficient of variation (CV) | -5.33603193 |
| Kurtosis | 3.508962108 |
| Mean | -0.2189220758 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.000798562 |
| Sum | -6560 |
| Variance | 1.364633266 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16455 | |
| -1 | 5683 | 19.0% |
| -2 | 4318 | 14.4% |
| 2 | 3159 | 10.5% |
| 3 | 180 | 0.6% |
| 4 | 68 | 0.2% |
| 7 | 58 | 0.2% |
| 5 | 35 | 0.1% |
| 6 | 5 | < 0.1% |
| 1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4318 | 14.4% |
| -1 | 5683 | 19.0% |
| 0 | 16455 | |
| 1 | 2 | < 0.1% |
| 2 | 3159 | 10.5% |
| 3 | 180 | 0.6% |
| 4 | 68 | 0.2% |
| 5 | 35 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 58 | 0.2% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 58 | 0.2% |
| 6 | 5 | < 0.1% |
| 5 | 35 | 0.1% |
| 4 | 68 | 0.2% |
| 3 | 180 | 0.6% |
| 2 | 3159 | 10.5% |
| 1 | 2 | < 0.1% |
| 0 | 16455 | |
| -1 | 5683 | 19.0% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2645085934 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16947 |
| Zeros (%) | 56.6% |
| Negative | 10051 |
| Negative (%) | 33.5% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.132219856 |
|---|---|
| Coefficient of variation (CV) | -4.280465302 |
| Kurtosis | 4.003562263 |
| Mean | -0.2645085934 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.009329021 |
| Sum | -7926 |
| Variance | 1.281921802 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16947 | |
| -1 | 5535 | 18.5% |
| -2 | 4516 | 15.1% |
| 2 | 2626 | 8.8% |
| 3 | 178 | 0.6% |
| 4 | 83 | 0.3% |
| 7 | 58 | 0.2% |
| 5 | 17 | 0.1% |
| 6 | 4 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4516 | 15.1% |
| -1 | 5535 | 18.5% |
| 0 | 16947 | |
| 2 | 2626 | 8.8% |
| 3 | 178 | 0.6% |
| 4 | 83 | 0.3% |
| 5 | 17 | 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 58 | 0.2% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 58 | 0.2% |
| 6 | 4 | < 0.1% |
| 5 | 17 | 0.1% |
| 4 | 83 | 0.3% |
| 3 | 178 | 0.6% |
| 2 | 2626 | 8.8% |
| 0 | 16947 | |
| -1 | 5535 | 18.5% |
| -2 | 4516 | 15.1% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2894376773 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 16286 |
| Zeros (%) | 54.4% |
| Negative | 10601 |
| Negative (%) | 35.4% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1490901 |
|---|---|
| Coefficient of variation (CV) | -3.970077809 |
| Kurtosis | 3.437256875 |
| Mean | -0.2894376773 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9486089933 |
| Sum | -8673 |
| Variance | 1.320408057 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16286 | |
| -1 | 5736 | 19.1% |
| -2 | 4865 | 16.2% |
| 2 | 2766 | 9.2% |
| 3 | 184 | 0.6% |
| 4 | 48 | 0.2% |
| 7 | 46 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 13 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 4865 | 16.2% |
| -1 | 5736 | 19.1% |
| 0 | 16286 | |
| 2 | 2766 | 9.2% |
| 3 | 184 | 0.6% |
| 4 | 48 | 0.2% |
| 5 | 13 | < 0.1% |
| 6 | 19 | 0.1% |
| 7 | 46 | 0.2% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 46 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 13 | < 0.1% |
| 4 | 48 | 0.2% |
| 3 | 184 | 0.6% |
| 2 | 2766 | 9.2% |
| 0 | 16286 | |
| -1 | 5736 | 19.1% |
| -2 | 4865 | 16.2% |
| Distinct | 22723 |
|---|---|
| Distinct (%) | 75.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51283.00978 |
| Minimum | -165580 |
|---|---|
| Maximum | 964511 |
| Zeros | 1978 |
| Zeros (%) | 6.6% |
| Negative | 590 |
| Negative (%) | 2.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -165580 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3595 |
| median | 22438 |
| Q3 | 67260 |
| 95-th percentile | 201303.8 |
| Maximum | 964511 |
| Range | 1130091 |
| Interquartile range (IQR) | 63665 |
Descriptive statistics
| Standard deviation | 73658.1324 |
|---|---|
| Coefficient of variation (CV) | 1.436306736 |
| Kurtosis | 9.796846218 |
| Mean | 51283.00978 |
| Median Absolute Deviation (MAD) | 21842 |
| Skewness | 2.662513456 |
| Sum | 1536695388 |
| Variance | 5425520469 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1978 | 6.6% |
| 390 | 243 | 0.8% |
| 780 | 76 | 0.3% |
| 326 | 72 | 0.2% |
| 316 | 63 | 0.2% |
| 2500 | 59 | 0.2% |
| 396 | 48 | 0.2% |
| 2400 | 39 | 0.1% |
| 416 | 29 | 0.1% |
| 500 | 25 | 0.1% |
| Other values (22713) | 27333 |
| Value | Count | Frequency (%) |
| -165580 | 1 | |
| -154973 | 1 | |
| -15308 | 1 | |
| -14386 | 1 | |
| -11545 | 1 | |
| -10682 | 1 | |
| -9802 | 1 | |
| -9095 | 1 | |
| -8187 | 1 | |
| -7438 | 1 |
| Value | Count | Frequency (%) |
| 964511 | 1 | |
| 746814 | 1 | |
| 653062 | 1 | |
| 630458 | 1 | |
| 626648 | 1 | |
| 621749 | 1 | |
| 613860 | 1 | |
| 610723 | 1 | |
| 608594 | 1 | |
| 604019 | 1 |
| Distinct | 22346 |
|---|---|
| Distinct (%) | 74.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49236.36629 |
| Minimum | -69777 |
|---|---|
| Maximum | 983931 |
| Zeros | 2476 |
| Zeros (%) | 8.3% |
| Negative | 669 |
| Negative (%) | 2.2% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -69777 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3010 |
| median | 21295 |
| Q3 | 64109 |
| 95-th percentile | 194889.6 |
| Maximum | 983931 |
| Range | 1053708 |
| Interquartile range (IQR) | 61099 |
Descriptive statistics
| Standard deviation | 71195.56739 |
|---|---|
| Coefficient of variation (CV) | 1.445995567 |
| Kurtosis | 10.29321199 |
| Mean | 49236.36629 |
| Median Absolute Deviation (MAD) | 20905 |
| Skewness | 2.70386174 |
| Sum | 1475367716 |
| Variance | 5068808816 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2476 | 8.3% |
| 390 | 230 | 0.8% |
| 326 | 75 | 0.3% |
| 780 | 75 | 0.3% |
| 316 | 72 | 0.2% |
| 2500 | 51 | 0.2% |
| 396 | 50 | 0.2% |
| 2400 | 42 | 0.1% |
| -200 | 29 | 0.1% |
| 416 | 28 | 0.1% |
| Other values (22336) | 26837 |
| Value | Count | Frequency (%) |
| -69777 | 1 | |
| -67526 | 1 | |
| -33350 | 1 | |
| -30000 | 1 | |
| -26214 | 1 | |
| -24704 | 1 | |
| -24702 | 1 | |
| -22960 | 1 | |
| -18618 | 1 | |
| -18088 | 1 |
| Value | Count | Frequency (%) |
| 983931 | 1 | |
| 743970 | 1 | |
| 671563 | 1 | |
| 646770 | 1 | |
| 624475 | 1 | |
| 605943 | 1 | |
| 597793 | 1 | |
| 586825 | 1 | |
| 581775 | 1 | |
| 577681 | 1 |
| Distinct | 22026 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47067.91607 |
| Minimum | -157264 |
|---|---|
| Maximum | 1664089 |
| Zeros | 2840 |
| Zeros (%) | 9.5% |
| Negative | 655 |
| Negative (%) | 2.2% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -157264 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2711 |
| median | 20135 |
| Q3 | 60201 |
| 95-th percentile | 187901 |
| Maximum | 1664089 |
| Range | 1821353 |
| Interquartile range (IQR) | 57490 |
Descriptive statistics
| Standard deviation | 69371.35232 |
|---|---|
| Coefficient of variation (CV) | 1.473856464 |
| Kurtosis | 19.77100256 |
| Mean | 47067.91607 |
| Median Absolute Deviation (MAD) | 19745 |
| Skewness | 3.086493832 |
| Sum | 1410390105 |
| Variance | 4812384523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2840 | 9.5% |
| 390 | 274 | 0.9% |
| 780 | 74 | 0.2% |
| 326 | 63 | 0.2% |
| 316 | 62 | 0.2% |
| 396 | 47 | 0.2% |
| 2500 | 40 | 0.1% |
| 2400 | 39 | 0.1% |
| 416 | 29 | 0.1% |
| 200 | 27 | 0.1% |
| Other values (22016) | 26470 |
| Value | Count | Frequency (%) |
| -157264 | 1 | |
| -61506 | 1 | |
| -46127 | 1 | |
| -34041 | 1 | |
| -25443 | 1 | |
| -24702 | 1 | |
| -20320 | 1 | |
| -17706 | 1 | |
| -15910 | 1 | |
| -15641 | 1 |
| Value | Count | Frequency (%) |
| 1664089 | 1 | |
| 855086 | 1 | |
| 693131 | 1 | |
| 689643 | 1 | |
| 689627 | 1 | |
| 632041 | 1 | |
| 597415 | 1 | |
| 578971 | 1 | |
| 577957 | 1 | |
| 577015 | 1 |
| Distinct | 21548 |
|---|---|
| Distinct (%) | 71.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43313.32988 |
| Minimum | -170000 |
|---|---|
| Maximum | 891586 |
| Zeros | 3165 |
| Zeros (%) | 10.6% |
| Negative | 675 |
| Negative (%) | 2.3% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -170000 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2360 |
| median | 19081 |
| Q3 | 54601 |
| 95-th percentile | 174469.8 |
| Maximum | 891586 |
| Range | 1061586 |
| Interquartile range (IQR) | 52241 |
Descriptive statistics
| Standard deviation | 64353.51437 |
|---|---|
| Coefficient of variation (CV) | 1.485766958 |
| Kurtosis | 11.29858229 |
| Mean | 43313.32988 |
| Median Absolute Deviation (MAD) | 18681 |
| Skewness | 2.820544832 |
| Sum | 1297883930 |
| Variance | 4141374812 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3165 | 10.6% |
| 390 | 245 | 0.8% |
| 780 | 101 | 0.3% |
| 316 | 68 | 0.2% |
| 326 | 62 | 0.2% |
| 396 | 43 | 0.1% |
| 2400 | 39 | 0.1% |
| 150 | 39 | 0.1% |
| 2500 | 34 | 0.1% |
| 416 | 33 | 0.1% |
| Other values (21538) | 26136 |
| Value | Count | Frequency (%) |
| -170000 | 1 | |
| -81334 | 1 | |
| -65167 | 1 | |
| -50616 | 1 | |
| -46627 | 1 | |
| -34503 | 1 | |
| -27490 | 1 | |
| -24303 | 1 | |
| -22108 | 1 | |
| -20320 | 1 |
| Value | Count | Frequency (%) |
| 891586 | 1 | |
| 706864 | 1 | |
| 628699 | 1 | |
| 616836 | 1 | |
| 572805 | 1 | |
| 569034 | 1 | |
| 565669 | 1 | |
| 563543 | 1 | |
| 548020 | 1 | |
| 542653 | 1 |
| Distinct | 21010 |
|---|---|
| Distinct (%) | 70.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40358.33439 |
| Minimum | -81334 |
|---|---|
| Maximum | 927171 |
| Zeros | 3476 |
| Zeros (%) | 11.6% |
| Negative | 655 |
| Negative (%) | 2.2% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -81334 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1787 |
| median | 18130 |
| Q3 | 50247 |
| 95-th percentile | 165805.6 |
| Maximum | 927171 |
| Range | 1008505 |
| Interquartile range (IQR) | 48460 |
Descriptive statistics
| Standard deviation | 60817.13062 |
|---|---|
| Coefficient of variation (CV) | 1.506928657 |
| Kurtosis | 12.29453891 |
| Mean | 40358.33439 |
| Median Absolute Deviation (MAD) | 17714 |
| Skewness | 2.874925049 |
| Sum | 1209337490 |
| Variance | 3698723377 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3476 | 11.6% |
| 390 | 234 | 0.8% |
| 780 | 94 | 0.3% |
| 316 | 79 | 0.3% |
| 326 | 62 | 0.2% |
| 150 | 58 | 0.2% |
| 396 | 46 | 0.2% |
| 2400 | 39 | 0.1% |
| 2500 | 37 | 0.1% |
| 416 | 36 | 0.1% |
| Other values (21000) | 25804 |
| Value | Count | Frequency (%) |
| -81334 | 1 | |
| -61372 | 1 | |
| -53007 | 1 | |
| -46627 | 1 | |
| -37594 | 1 | |
| -36156 | 1 | |
| -30481 | 1 | |
| -28335 | 1 | |
| -23003 | 1 | |
| -20753 | 1 |
| Value | Count | Frequency (%) |
| 927171 | 1 | |
| 823540 | 1 | |
| 587067 | 1 | |
| 551702 | 1 | |
| 547880 | 1 | |
| 530672 | 1 | |
| 524315 | 1 | |
| 516139 | 1 | |
| 514114 | 1 | |
| 508213 | 1 |
| Distinct | 20604 |
|---|---|
| Distinct (%) | 68.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38917.01228 |
| Minimum | -339603 |
|---|---|
| Maximum | 961664 |
| Zeros | 3990 |
| Zeros (%) | 13.3% |
| Negative | 688 |
| Negative (%) | 2.3% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | -339603 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1262 |
| median | 17124 |
| Q3 | 49252 |
| 95-th percentile | 161932 |
| Maximum | 961664 |
| Range | 1301267 |
| Interquartile range (IQR) | 47990 |
Descriptive statistics
| Standard deviation | 59574.14774 |
|---|---|
| Coefficient of variation (CV) | 1.530799623 |
| Kurtosis | 12.25912611 |
| Mean | 38917.01228 |
| Median Absolute Deviation (MAD) | 16808 |
| Skewness | 2.845137169 |
| Sum | 1166148273 |
| Variance | 3549079079 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3990 | 13.3% |
| 390 | 206 | 0.7% |
| 780 | 86 | 0.3% |
| 150 | 78 | 0.3% |
| 316 | 77 | 0.3% |
| 326 | 56 | 0.2% |
| 396 | 44 | 0.1% |
| 416 | 36 | 0.1% |
| -18 | 33 | 0.1% |
| 2400 | 32 | 0.1% |
| Other values (20594) | 25327 |
| Value | Count | Frequency (%) |
| -339603 | 1 | |
| -209051 | 1 | |
| -150953 | 1 | |
| -94625 | 1 | |
| -73895 | 1 | |
| -57060 | 1 | |
| -51443 | 1 | |
| -51183 | 1 | |
| -46627 | 1 | |
| -45734 | 1 |
| Value | Count | Frequency (%) |
| 961664 | 1 | |
| 699944 | 1 | |
| 568638 | 1 | |
| 527711 | 1 | |
| 527566 | 1 | |
| 514975 | 1 | |
| 513798 | 1 | |
| 511905 | 1 | |
| 501370 | 1 | |
| 499100 | 1 |
| Distinct | 7943 |
|---|---|
| Distinct (%) | 26.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5670.099316 |
| Minimum | 0 |
|---|---|
| Maximum | 873552 |
| Zeros | 5218 |
| Zeros (%) | 17.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1000 |
| median | 2102 |
| Q3 | 5008 |
| 95-th percentile | 18447.2 |
| Maximum | 873552 |
| Range | 873552 |
| Interquartile range (IQR) | 4008 |
Descriptive statistics
| Standard deviation | 16571.84947 |
|---|---|
| Coefficient of variation (CV) | 2.92267358 |
| Kurtosis | 414.8548633 |
| Mean | 5670.099316 |
| Median Absolute Deviation (MAD) | 1929 |
| Skewness | 14.66159454 |
| Sum | 169904526 |
| Variance | 274626194.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5218 | 17.4% |
| 2000 | 1363 | 4.5% |
| 3000 | 891 | 3.0% |
| 5000 | 698 | 2.3% |
| 1500 | 507 | 1.7% |
| 4000 | 426 | 1.4% |
| 10000 | 401 | 1.3% |
| 1000 | 365 | 1.2% |
| 2500 | 298 | 1.0% |
| 6000 | 294 | 1.0% |
| Other values (7933) | 19504 |
| Value | Count | Frequency (%) |
| 0 | 5218 | |
| 1 | 9 | < 0.1% |
| 2 | 14 | < 0.1% |
| 3 | 15 | 0.1% |
| 4 | 18 | 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 15 | 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 873552 | 1 | |
| 505000 | 1 | |
| 493358 | 1 | |
| 423903 | 1 | |
| 405016 | 1 | |
| 368199 | 1 | |
| 323014 | 1 | |
| 304815 | 1 | |
| 302000 | 1 | |
| 300039 | 1 |
| Distinct | 7899 |
|---|---|
| Distinct (%) | 26.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5927.98318 |
| Minimum | 0 |
|---|---|
| Maximum | 1684259 |
| Zeros | 5365 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 850 |
| median | 2010 |
| Q3 | 5000 |
| 95-th percentile | 19030.8 |
| Maximum | 1684259 |
| Range | 1684259 |
| Interquartile range (IQR) | 4150 |
Descriptive statistics
| Standard deviation | 23053.45664 |
|---|---|
| Coefficient of variation (CV) | 3.888920724 |
| Kurtosis | 1639.924451 |
| Mean | 5927.98318 |
| Median Absolute Deviation (MAD) | 1990 |
| Skewness | 30.43861292 |
| Sum | 177632016 |
| Variance | 531461863.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5365 | 17.9% |
| 2000 | 1290 | 4.3% |
| 3000 | 857 | 2.9% |
| 5000 | 717 | 2.4% |
| 1000 | 594 | 2.0% |
| 1500 | 521 | 1.7% |
| 4000 | 410 | 1.4% |
| 10000 | 318 | 1.1% |
| 6000 | 283 | 0.9% |
| 2500 | 251 | 0.8% |
| Other values (7889) | 19359 |
| Value | Count | Frequency (%) |
| 0 | 5365 | |
| 1 | 15 | 0.1% |
| 2 | 20 | 0.1% |
| 3 | 18 | 0.1% |
| 4 | 11 | < 0.1% |
| 5 | 25 | 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 1684259 | 1 | |
| 1227082 | 1 | |
| 1215471 | 1 | |
| 1024516 | 1 | |
| 580464 | 1 | |
| 415552 | 1 | |
| 401003 | 1 | |
| 388126 | 1 | |
| 385228 | 1 | |
| 384986 | 1 |
| Distinct | 7518 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5231.688837 |
| Minimum | 0 |
|---|---|
| Maximum | 896040 |
| Zeros | 5937 |
| Zeros (%) | 19.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 390 |
| median | 1804 |
| Q3 | 4512 |
| 95-th percentile | 17602.6 |
| Maximum | 896040 |
| Range | 896040 |
| Interquartile range (IQR) | 4122 |
Descriptive statistics
| Standard deviation | 17616.36112 |
|---|---|
| Coefficient of variation (CV) | 3.367241759 |
| Kurtosis | 563.7392771 |
| Mean | 5231.688837 |
| Median Absolute Deviation (MAD) | 1796 |
| Skewness | 17.2081766 |
| Sum | 156767556 |
| Variance | 310336179.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5937 | 19.8% |
| 2000 | 1285 | 4.3% |
| 1000 | 1103 | 3.7% |
| 3000 | 870 | 2.9% |
| 5000 | 721 | 2.4% |
| 1500 | 490 | 1.6% |
| 4000 | 381 | 1.3% |
| 10000 | 312 | 1.0% |
| 1200 | 243 | 0.8% |
| 6000 | 241 | 0.8% |
| Other values (7508) | 18382 |
| Value | Count | Frequency (%) |
| 0 | 5937 | |
| 1 | 13 | < 0.1% |
| 2 | 19 | 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 15 | 0.1% |
| 5 | 18 | 0.1% |
| 6 | 14 | < 0.1% |
| 7 | 18 | 0.1% |
| 8 | 10 | < 0.1% |
| 9 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 896040 | 1 | |
| 889043 | 1 | |
| 508229 | 1 | |
| 417588 | 1 | |
| 400972 | 1 | |
| 397092 | 1 | |
| 380478 | 1 | |
| 371718 | 1 | |
| 349395 | 1 | |
| 344261 | 1 |
| Distinct | 6937 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4831.617454 |
| Minimum | 0 |
|---|---|
| Maximum | 621000 |
| Zeros | 6377 |
| Zeros (%) | 21.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 300 |
| median | 1500 |
| Q3 | 4016 |
| 95-th percentile | 16037 |
| Maximum | 621000 |
| Range | 621000 |
| Interquartile range (IQR) | 3716 |
Descriptive statistics
| Standard deviation | 15674.46454 |
|---|---|
| Coefficient of variation (CV) | 3.244144365 |
| Kurtosis | 277.0486932 |
| Mean | 4831.617454 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 12.89850649 |
| Sum | 144779417 |
| Variance | 245688838.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6377 | 21.3% |
| 1000 | 1394 | 4.7% |
| 2000 | 1214 | 4.1% |
| 3000 | 887 | 3.0% |
| 5000 | 810 | 2.7% |
| 1500 | 441 | 1.5% |
| 4000 | 402 | 1.3% |
| 10000 | 341 | 1.1% |
| 2500 | 259 | 0.9% |
| 500 | 258 | 0.9% |
| Other values (6927) | 17582 |
| Value | Count | Frequency (%) |
| 0 | 6377 | |
| 1 | 22 | 0.1% |
| 2 | 22 | 0.1% |
| 3 | 13 | < 0.1% |
| 4 | 20 | 0.1% |
| 5 | 12 | < 0.1% |
| 6 | 16 | 0.1% |
| 7 | 11 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 621000 | 1 | |
| 528897 | 1 | |
| 497000 | 1 | |
| 432130 | 1 | |
| 400046 | 1 | |
| 331788 | 1 | |
| 330982 | 1 | |
| 320008 | 1 | |
| 313094 | 1 | |
| 292962 | 1 |
| Distinct | 6897 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4804.897047 |
| Minimum | 0 |
|---|---|
| Maximum | 426529 |
| Zeros | 6672 |
| Zeros (%) | 22.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 261 |
| median | 1500 |
| Q3 | 4042 |
| 95-th percentile | 16000 |
| Maximum | 426529 |
| Range | 426529 |
| Interquartile range (IQR) | 3781 |
Descriptive statistics
| Standard deviation | 15286.3723 |
|---|---|
| Coefficient of variation (CV) | 3.181415158 |
| Kurtosis | 179.8752095 |
| Mean | 4804.897047 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 11.12174174 |
| Sum | 143978740 |
| Variance | 233673178 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6672 | 22.3% |
| 1000 | 1340 | 4.5% |
| 2000 | 1323 | 4.4% |
| 3000 | 947 | 3.2% |
| 5000 | 814 | 2.7% |
| 1500 | 426 | 1.4% |
| 4000 | 401 | 1.3% |
| 10000 | 343 | 1.1% |
| 500 | 250 | 0.8% |
| 6000 | 247 | 0.8% |
| Other values (6887) | 17202 |
| Value | Count | Frequency (%) |
| 0 | 6672 | |
| 1 | 21 | 0.1% |
| 2 | 13 | < 0.1% |
| 3 | 13 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 426529 | 1 | |
| 417990 | 1 | |
| 388071 | 1 | |
| 379267 | 1 | |
| 332000 | 1 | |
| 331788 | 1 | |
| 330982 | 1 | |
| 326889 | 1 | |
| 317077 | 1 | |
| 310135 | 1 |
| Distinct | 6939 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5221.498014 |
| Minimum | 0 |
|---|---|
| Maximum | 528666 |
| Zeros | 7142 |
| Zeros (%) | 23.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 234.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 131 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 17384.4 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 3869 |
Descriptive statistics
| Standard deviation | 17786.97686 |
|---|---|
| Coefficient of variation (CV) | 3.406489252 |
| Kurtosis | 166.9817897 |
| Mean | 5221.498014 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 10.63509397 |
| Sum | 156462188 |
| Variance | 316376546 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7142 | |
| 1000 | 1299 | 4.3% |
| 2000 | 1295 | 4.3% |
| 3000 | 914 | 3.1% |
| 5000 | 808 | 2.7% |
| 1500 | 439 | 1.5% |
| 4000 | 411 | 1.4% |
| 10000 | 356 | 1.2% |
| 500 | 247 | 0.8% |
| 6000 | 220 | 0.7% |
| Other values (6929) | 16834 |
| Value | Count | Frequency (%) |
| 0 | 7142 | |
| 1 | 20 | 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 7 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 528666 | 1 | |
| 527143 | 1 | |
| 443001 | 1 | |
| 422000 | 1 | |
| 403500 | 1 | |
| 377000 | 1 | |
| 372495 | 1 | |
| 351282 | 1 | |
| 345293 | 1 | |
| 308000 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 23335 | |
| 1 | 6630 | 22.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default.payment.next.month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 20000.0 | 2 | 2 | 1 | 24 | 2 | 2 | -1 | -1 | -2 | -2 | 3913.0 | 3102.0 | 689.0 | 0.0 | 0.0 | 0.0 | 0.0 | 689.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 |
| 1 | 1 | 120000.0 | 2 | 2 | 2 | 26 | -1 | 2 | 0 | 0 | 0 | 2 | 2682.0 | 1725.0 | 2682.0 | 3272.0 | 3455.0 | 3261.0 | 0.0 | 1000.0 | 1000.0 | 1000.0 | 0.0 | 2000.0 | 1 |
| 2 | 2 | 90000.0 | 2 | 2 | 2 | 34 | 0 | 0 | 0 | 0 | 0 | 0 | 29239.0 | 14027.0 | 13559.0 | 14331.0 | 14948.0 | 15549.0 | 1518.0 | 1500.0 | 1000.0 | 1000.0 | 1000.0 | 5000.0 | 0 |
| 3 | 3 | 50000.0 | 2 | 2 | 1 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 46990.0 | 48233.0 | 49291.0 | 28314.0 | 28959.0 | 29547.0 | 2000.0 | 2019.0 | 1200.0 | 1100.0 | 1069.0 | 1000.0 | 0 |
| 4 | 4 | 50000.0 | 1 | 2 | 1 | 57 | -1 | 0 | -1 | 0 | 0 | 0 | 8617.0 | 5670.0 | 35835.0 | 20940.0 | 19146.0 | 19131.0 | 2000.0 | 36681.0 | 10000.0 | 9000.0 | 689.0 | 679.0 | 0 |
| 5 | 5 | 50000.0 | 1 | 1 | 2 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 64400.0 | 57069.0 | 57608.0 | 19394.0 | 19619.0 | 20024.0 | 2500.0 | 1815.0 | 657.0 | 1000.0 | 1000.0 | 800.0 | 0 |
| 6 | 6 | 500000.0 | 1 | 1 | 2 | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 367965.0 | 412023.0 | 445007.0 | 542653.0 | 483003.0 | 473944.0 | 55000.0 | 40000.0 | 38000.0 | 20239.0 | 13750.0 | 13770.0 | 0 |
| 7 | 7 | 100000.0 | 2 | 2 | 2 | 23 | 0 | -1 | -1 | 0 | 0 | -1 | 11876.0 | 380.0 | 601.0 | 221.0 | -159.0 | 567.0 | 380.0 | 601.0 | 0.0 | 581.0 | 1687.0 | 1542.0 | 0 |
| 8 | 8 | 140000.0 | 2 | 3 | 1 | 28 | 0 | 0 | 2 | 0 | 0 | 0 | 11285.0 | 14096.0 | 12108.0 | 12211.0 | 11793.0 | 3719.0 | 3329.0 | 0.0 | 432.0 | 1000.0 | 1000.0 | 1000.0 | 0 |
| 9 | 9 | 20000.0 | 1 | 3 | 2 | 35 | -2 | -2 | -2 | -2 | -1 | -1 | 0.0 | 0.0 | 0.0 | 0.0 | 13007.0 | 13912.0 | 0.0 | 0.0 | 0.0 | 13007.0 | 1122.0 | 0.0 | 0 |
Last rows
| df_index | LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default.payment.next.month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 29955 | 29990 | 140000.0 | 1 | 2 | 1 | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 138325.0 | 137142.0 | 139110.0 | 138262.0 | 49675.0 | 46121.0 | 6000.0 | 7000.0 | 4228.0 | 1505.0 | 2000.0 | 2000.0 | 0 |
| 29956 | 29991 | 210000.0 | 1 | 2 | 1 | 34 | 3 | 2 | 2 | 2 | 2 | 2 | 2500.0 | 2500.0 | 2500.0 | 2500.0 | 2500.0 | 2500.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 |
| 29957 | 29992 | 10000.0 | 1 | 3 | 1 | 43 | 0 | 0 | 0 | -2 | -2 | -2 | 8802.0 | 10400.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 |
| 29958 | 29993 | 100000.0 | 1 | 1 | 2 | 38 | 0 | -1 | -1 | 0 | 0 | 0 | 3042.0 | 1427.0 | 102996.0 | 70626.0 | 69473.0 | 55004.0 | 2000.0 | 111784.0 | 4000.0 | 3000.0 | 2000.0 | 2000.0 | 0 |
| 29959 | 29994 | 80000.0 | 1 | 2 | 2 | 34 | 2 | 2 | 2 | 2 | 2 | 2 | 72557.0 | 77708.0 | 79384.0 | 77519.0 | 82607.0 | 81158.0 | 7000.0 | 3500.0 | 0.0 | 7000.0 | 0.0 | 4000.0 | 1 |
| 29960 | 29995 | 220000.0 | 1 | 3 | 1 | 39 | 0 | 0 | 0 | 0 | 0 | 0 | 188948.0 | 192815.0 | 208365.0 | 88004.0 | 31237.0 | 15980.0 | 8500.0 | 20000.0 | 5003.0 | 3047.0 | 5000.0 | 1000.0 | 0 |
| 29961 | 29996 | 150000.0 | 1 | 3 | 2 | 43 | -1 | -1 | -1 | -1 | 0 | 0 | 1683.0 | 1828.0 | 3502.0 | 8979.0 | 5190.0 | 0.0 | 1837.0 | 3526.0 | 8998.0 | 129.0 | 0.0 | 0.0 | 0 |
| 29962 | 29997 | 30000.0 | 1 | 2 | 2 | 37 | 4 | 3 | 2 | -1 | 0 | 0 | 3565.0 | 3356.0 | 2758.0 | 20878.0 | 20582.0 | 19357.0 | 0.0 | 0.0 | 22000.0 | 4200.0 | 2000.0 | 3100.0 | 1 |
| 29963 | 29998 | 80000.0 | 1 | 3 | 1 | 41 | 1 | -1 | 0 | 0 | 0 | -1 | -1645.0 | 78379.0 | 76304.0 | 52774.0 | 11855.0 | 48944.0 | 85900.0 | 3409.0 | 1178.0 | 1926.0 | 52964.0 | 1804.0 | 1 |
| 29964 | 29999 | 50000.0 | 1 | 2 | 1 | 46 | 0 | 0 | 0 | 0 | 0 | 0 | 47929.0 | 48905.0 | 49764.0 | 36535.0 | 32428.0 | 15313.0 | 2078.0 | 1800.0 | 1430.0 | 1000.0 | 1000.0 | 1000.0 | 1 |